# # # R代码从装饰图案来源的离群值。Rnw“# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #代码块1号:离群值。Rnw: 59-60 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #库(pcaMethods) # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #代码块2号:离群值。Rnw: 62 - 67 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #数据(metaboliteDataComplete) mdc < -规模(metaboliteDataComplete,中心= TRUE,规模= FALSE)气孔导度< - runif(长度(mdc)) < 0.05 mdcOut < - mdc mdcOut(电导率)< - 10 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #代码块3号:离群值。Rnw: 70 - 73 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # resSvd < - pca (mdc方法=“圣言”,npc = 5,中心= FALSE) resSvdOut < - pca (mdcOut方法=“圣言”,npc = 5,中心= FALSE) resRobSvd < - pca (mdcOut方法=“robustPca npc = 5,中心= FALSE) # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #代码块数量4:离群值。Rnw: 77 - 80 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # mdcNa < - mdc mdcNa(电导率)< - NA resPPCA < - pca (mdcNa方法=“车牌提取”,npc = 5,中心= FALSE) # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #代码块5号:离群值。Rnw: 88 - 97 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # par (mfrow = c(2, 2))情节(载荷(resSvd)[1],载荷(resSvdOut) [1], xlab =“加载1圣言”,ylab =“异常值加载1圣言”)情节(载荷(resSvd)[1],载荷(resRobSvd) [1], xlab =“加载1圣言”,ylab =“异常值加载1 robustSVD”)情节(载荷(resSvd)[1],载荷(resPPCA) [1], xlab =“加载1圣言”,ylab =“加载与异常值= 1车牌提取NA”)情节(载荷(resRobSvd)[1],载荷(resPPCA) [1], xlab =“异常值加载1强大的圣言”,ylab =“加载与异常值= 1 svdImpute NA”)